Datasets:
Tasks:
Tabular Classification
Languages:
English
Size:
10K<n<100K
Tags:
mcp
model-context-protocol
software-supply-chain
component-mortality
repository-liveness
github
License:
Initial dataset upload (2026-07)
Browse files- .gitattributes +1 -0
- README.md +97 -3
- methodology.md +63 -0
- nerq-mcp-mortality-2026-07.csv +0 -0
- nerq-mcp-mortality-2026-07.json +3 -0
.gitattributes
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# Video files - compressed
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nerq-mcp-mortality-2026-07.json filter=lfs diff=lfs merge=lfs -text
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README.md
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# Nerq MCP-server repository mortality — dataset dump (2026-07)
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**Version:** 2026-07 · **As of:** 2026-07-22 · **Rows:** 28,824 · **License:** CC-BY 4.0
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© 2026 Nerq. Licensed CC-BY 4.0 — free to use, share, adapt, and use commercially, with attribution to
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Nerq (link back). No share-alike. Dated factual observations, without warranty. The continuously-updated
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series is available via the free Nerq API.
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## What this is
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A dated observation spine over the public GitHub repositories linked from indexed **Model Context
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Protocol (MCP)** servers, classified by repository liveness. One row per observation. **28,824 rows**
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in this dump, all from the seed census taken **2026-07-22**.
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This is the same population as **The Nerq Census No.1 / No.2 (2026)** ("The MCP Deadpool"), released
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as a dated observation spine rather than a one-verdict-per-repo summary.
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## Files
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- `nerq-mcp-mortality-2026-07.csv` — one row per observation, all columns below.
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- `nerq-mcp-mortality-2026-07.json` — the same rows as a JSON array under `rows`, preceded by a
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metadata head (version, as-of, license, state counts, columns).
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## Schema (columns)
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| column | type | meaning |
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|---|---|---|
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| `entity_id` | text | GitHub `owner/repo` of the MCP server. |
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| `registry` | text | source registry tag. All rows in this dump: `mcp`. |
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| `observed_date` | date `YYYY-MM-DD` | the day this observation was taken (as-of). |
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| `state` | text | `deleted` \| `abandoned` \| `dormant` \| `alive` \| `unknown` (see thresholds). |
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| `http_status` | int / blank | raw HTTP seen (`200` / `404`), or blank if not read at seed. |
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| `last_commit` | timestamp / blank | the repo's own last public commit timestamp; blank if none read (e.g. `404`). Repository timestamp, NOT author identity. |
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| `source` | text | how the row was produced: `census-no2-seed` (all rows in this dump) or `re-probe` (future rows). |
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| `provenance` | text | `own` — every row is a Nerq first-hand read (the repo's own public `commits.atom` / HTTP status). None are ingested third-party data. |
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## State thresholds (exact)
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State is derived from `http_status` and the age of `last_commit` measured against `observed_date`:
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- `deleted` — HTTP `404` (repository deleted OR made private/inaccessible; code may live on privately).
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- `alive` — reachable (`200`) and last commit **≤ 180 days** before `observed_date`.
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- `dormant` — reachable and last commit **> 180 and ≤ 365 days** before `observed_date`.
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- `abandoned` — reachable and last commit **> 365 days** before `observed_date`.
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- `unknown` — state could not be resolved at seed (41 rows).
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Full derivation in `methodology.md`.
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## State counts in this dump (as of 2026-07-22)
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| state | rows |
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|---|---|
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| alive | 20,390 |
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| deleted | 3,448 |
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| abandoned | 2,686 |
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| dormant | 2,259 |
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| unknown | 41 |
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| **total** | **28,824** |
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## Interval-censoring (what "observed_date" does and does not tell you)
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Each row states that an entity was in a given state **on that observation date** — nothing more. A
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state transition (for example a repository going `alive → deleted`) can only be located to the
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**interval between two observations**, never to an exact instant.
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- This dump is a single-day seed (all rows `2026-07-22`), so for a `deleted` row the exact death
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date is **unknowable** from this dump alone — it is censored to the interval between the repo's
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`last_commit` and `2026-07-22`.
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- The living series adds `re-probe` rows over time, narrowing those intervals. Between probe passes
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there are collection gaps; there is a **known collection gap on 2026-07-30** during which no fresh
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observation was recorded, so any transition spanning that day is censored to the surrounding
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interval rather than pinned to it. Gaps are disclosed, not smoothed over.
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## What we observe vs what we ingest
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- **Observe (this dump):** repository liveness — read first-hand from each repo's public
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`commits.atom` feed and HTTP status (`provenance = own`). No API key, not rate-limited.
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- **Ingest (NOT in this dump):** upstream registry lifecycle fields (e.g. an MCP registry's own
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`statusChangedAt`) are kept provenance-separate and are not mixed into these `own` rows.
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## Caveats
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- `404` = deleted **or** made private — we say "deleted / inaccessible", not "proven deleted".
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- `last_commit` is the default branch's last commit read from `commits.atom`; a small boundary class
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near the 180-day line may differ from the GitHub REST API `pushed_at`.
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- This is a **prevalence** dump (state at the as-of date), not a lifespan study. MCP births are
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left-censored, so median lifespan is not computable from this dump alone.
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## Cite
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Nerq. *MCP-server repository mortality — dataset dump (2026-07).* nerq.ai. CC-BY-4.0.
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**DOI.** This dataset is deposited on Zenodo with versioning. **Cite the Concept DOI**
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`10.5281/zenodo.XXXXXXX` (placeholder until minted) — it always resolves to the latest
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monthly version. For a reproducible snapshot, cite the version DOI of the release you used
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(e.g. the `2026-07` version). New versions are published **monthly**; corrections between
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releases appear first on the live series and are folded into the next monthly version.
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methodology.md
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# Methodology — Nerq MCP-server repository mortality (2026-07)
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**As of:** 2026-07-22 · **License:** CC-BY 4.0 · Reproducible from public sources with no API key.
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This document states how each `state` in the dataset is derived so the dump can be independently
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reproduced and spot-checked.
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## 1. Population
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Distinct public GitHub repositories (`owner/repo`) linked from indexed Model Context Protocol (MCP)
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servers. 28,824 distinct repositories in this dump. Population definition is honest and bounded: it is
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the set of GitHub repositories reachable from the MCP servers Nerq indexes, not "all MCP servers that
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have ever existed."
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## 2. Reads (source of truth)
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For each repository, two first-hand reads are taken (`provenance = own`):
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1. **HTTP status** of the repository — `200` reachable, `404` gone (deleted or made private).
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2. **Last commit timestamp** — the latest entry in the repository's public `commits.atom` feed
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(`https://github.com/{owner}/{repo}/commits.atom`). No API key. Not rate-limited. The timestamp is
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the repository's own last public commit on its default branch; it is a repository fact, not an
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assertion about any person.
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## 3. State derivation (exact rules)
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Let `age = observed_date − last_commit` in days. Then:
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```
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if http_status == 404: state = "deleted" # gone or made private
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elif last_commit is unreadable/none: state = "unknown"
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elif age <= 180: state = "alive"
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elif 180 < age <= 365: state = "dormant"
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else (age > 365): state = "abandoned"
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```
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- **`deleted`** is authoritative on the HTTP read (`404`), heuristic on the cause (deleted vs private).
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- **`alive` / `dormant` / `abandoned`** are heuristic thresholds on commit recency. The thresholds
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(180 / 365 days) are stated here and are the only knobs; changing them re-buckets the same reads.
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- **`unknown`** (41 rows) is recorded, not guessed — the row exists so the absence is auditable.
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## 4. Interval-censoring
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An observation dates a *state*, not a *transition*. A `deleted` row means "reachable-or-not was `404`
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on `observed_date`"; the actual deletion happened at some unknown point between the repo's
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`last_commit` and `observed_date`. This dump is a single seed day (`2026-07-22`), so death dates are
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interval-censored to `[last_commit, 2026-07-22]`. The living series narrows these with dated `re-probe`
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rows; collection gaps (a known one on **2026-07-30**) are disclosed, and any transition spanning a gap
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is censored to the surrounding interval rather than pinned.
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## 5. Reproduction
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To reproduce any single row: fetch `https://github.com/{entity_id}` (expect `200` or `404`) and
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`https://github.com/{entity_id}/commits.atom` (read the first `<updated>` timestamp), then apply the
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rules in §3 with `observed_date = 2026-07-22`. No credentials required.
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## 6. Known boundaries
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- `commits.atom` reflects the default branch only; a repo committing on a non-default branch could read
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as more stale than it is.
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- The 180-day boundary class (repos whose last commit sits within a few days of the threshold) may flip
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between `alive` and `dormant` depending on the exact read time.
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- `404` conflates deletion and privatization; the dataset does not claim to distinguish them.
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nerq-mcp-mortality-2026-07.csv
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See raw diff
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nerq-mcp-mortality-2026-07.json
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version https://git-lfs.github.com/spec/v1
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oid sha256:a0a0240b51f7b11a432aa8363055964d16ec07d727b40b703e0b920e16c0909a
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size 11827562
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