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Gitcoin Review

Sybil-resistant matched funding rounds with public round reports

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Gitcoin scores 6.7 out of 10 among incentive program operators. It names every GG24 round, documents its sybil defences and has published one impact retrospective with a stated method, but gives payouts for only some rounds and has no conflict-of-interest policy. Desk research, read November 6, 2026.

Role

Grants administration

Overall score

6.7 / 10 (40 points ÷ 6 criteria), unchanged

Latest round

GG24: six domains, $1,807,500 in funding targets, October 2025

Sybil defence

Passport score >50 or >15 stamps; no match under $1; COCM

Aggregate

$60M+ distributed across 230+ rounds, per Gitcoin's impact page

Sources last read

2026-11-06

Scores

Named programs
10.0
Disclosed volume
5.0
Impact report
10.0
Abuse protection
10.0
Open data
5.0
Independence
0.0

Each criterion carries equal weight. The overall score is the average of these 6 scores — (10.0 + 5.0 + 10.0 + 10.0 + 5.0 + 0.0) ÷ 6 = 6.7.

Pros

  • Abuse protection 10: Passport thresholds, no matching under $1 and COCM cluster matching are documented per round
  • Impact report 10: the Public Goods Tooling retrospective scores projects by a stated rubric and three judges
  • Named programs 10: GG24 rounds carry network, dates and grantee counts, e.g. Arbitrum, October 14 to 28, 2025

Cons

  • Independence 0: no conflict-of-interest policy, though its GG20 retrospective recommended one
  • Disclosed volume 5: GG24's $1.8M is a set of targets; payouts are stated for only some rounds
  • Open data 5: the open dataset is an archive that ends with Grants Stack in May 2025

How Gitcoin scores in incentive program operators

Gitcoin is rated in our incentive and grant program operators ranking in the grants administration role. Its rated activity is Gitcoin Grants. In these funding rounds, community donations are matched from pools put up by Gitcoin and partners. Since GG24 (October 2025), the rounds have been split into domains run by independent allocators. The review is desk research of gitcoin.co and the round reports on Gitcoin's governance forum, read on November 6, 2026.

The six criteria use fixed scales set out in our ratings methodology.

CriterionMarkFindingSource, date read
Named programs10GG24's six domains are named with their mechanisms, and its rounds with networks and dates. Developer Tooling quadratic funding ran on Arbitrum and Interop Standards on Celo, both from October 14 to 28, 2025. The Public Goods Tooling round ran from October 2025 to March 2026.Gitcoin forum, retrospective, 2026-11-06
Disclosed volume5The GG24 domain figures ($1,807,500 in all) are funding targets, not payouts. Distributed amounts are published for some rounds: per-project matching for the two quadratic funding rounds (200,000 and 100,000 USDC pools), and $123,800 for Public Goods Tooling. The Solutions Development grants give only "up to $155K" allocated.GG24 allocations, retrospective, 2026-11-06
Impact report10The Public Goods Tooling retrospective (May 2026) assesses results against the round's stated goals. It gives each project an "Impact %", scored by three judges with the round's rubric from milestone reports on Karma GAP. That is a metric, with a stated method of measurement.Gitcoin forum, 2026-11-06
Abuse protection10The GG24 quadratic funding rounds required a Passport model score above 50 or more than 15 stamps, did not match donations under $1, and calculated matching with Connection-Oriented Cluster Matching (COCM). Donor data was also checked by hand.Gitcoin forum, 2026-11-06
Open data5The Grants Data Portal offers 16 datasets as CSV and Parquet with no login, but it is a snapshot of the Grants Stack era, which closed on May 31, 2025. GG24 results sit in round posts and a linked spreadsheet.grantsdataportal.xyz, 2026-11-06
Independence0No conflict-of-interest policy. The GG20 governance retrospective recommended disclosing relationships between applicants and round participants, but no adopted policy was found in the forum or on gitcoin.co.gitcoin.co, 2026-11-06

The overall score is the plain average of the six marks: (10 + 5 + 10 + 10 + 5 + 0) / 6 = 40 / 6 = 6.7.

Two marks changed at this check, in opposite directions, so the overall stays at 6.7. Disclosed volume fell from 10 to 5. The earlier review counted GG24's domain budgets as distributed amounts, which the category's rule does not allow, and paid-out figures exist for only some rounds. Impact report rose from 5 to 10 because the Public Goods Tooling retrospective scores grantee results with a stated rubric and judging method.

Strongest criteria: named programs, abuse protection, impact

Abuse protection (10). Quadratic funding divides matching by the number of donors, so fake donors are what an attacker would forge. Gitcoin publishes the defences for each round. Donors must pass a Passport score or stamp threshold, small donations are excluded, and COCM reduces the matching weight of donors who cluster together. The OSS results post adds that a manual review of donor data had no practical effect once COCM had been applied. Gitcoin's impact page credits its defences with more than $3 million of "frauds prevented". That figure is Gitcoin's own and is not part of the mark.

Named programs (10). Each GG24 round has a public results post or retrospective giving its operator, network, dates and number of grantees. The Developer Tooling round, for example, had 55 projects and 1,028 unique donors.

Impact report (10). Most Gitcoin retrospectives report money and participation. The Public Goods Tooling one goes further. It ties $40,000 of retro funding to an impact score set by judges against a published rubric, and it explains where the method fell short, such as the 10 to 12 week build window being too short to show changes in usage.

Weakest criteria: independence and the data trail

Independence (0) is the main gap. Gitcoin itself raised the issue in its GG20 retrospective and has not published a policy since. Our check found no list of ties between round operators, allocators and grantees.

Disclosed volume (5) and open data (5) are partial disclosures. Gitcoin states a large aggregate, more than $60 million distributed across over 230 rounds. Since GG24, though, paid-out figures sit in separate posts, and some rounds report allocations only. The open dataset stops with the Grants Stack shutdown in May 2025.

What the score does not cover

The rubric scores what Gitcoin publishes about its programs. It does not judge whether quadratic funding or the newer mechanisms are the right way to fund public goods, and it does not assess the GTC token or Gitcoin's treasury. Its plans after GG24 are not scored either: its campaign list still ends at GG24.

Gitcoin vs the closest rated peers

At 6.7, Gitcoin ties Castle Labs and Metrom at this check. Ties are listed alphabetically, so Castle Labs comes first and Gitcoin second. Questbook and Thrive Protocol, which also administer grants, score 6.3. Karma, whose platform ran two GG24 retro funding rounds and the milestone tracking behind the impact scores, scores 5.0.

Who it suits

The score suits ecosystems and funders that want community-matched funding rounds with documented sybil defences and public round reports. Funders that need a conflict-of-interest policy in place should note that Gitcoin has not published one.

How it compares

Sources

Scored from published primary sources rather than hands-on use. Every figure above comes from one of the pages below, on the date shown. Manufacturers change prices and specifications without notice — if something here no longer matches the source, tell us and we will correct it.

  1. 1.Gitcoin: Gitcoin Grants 24 campaign page — checked
  2. 2.Gitcoin forum: GG24 Domains and Allocations — checked
  3. 3.Gitcoin forum: GG24 OSS Quadratic Funding Results — checked
  4. 4.Gitcoin forum: GG24 OSS QF on Giveth Retrospective — checked
  5. 5.Gitcoin forum: GG24 Public Goods Tooling Round, Full Retrospective — checked
  6. 6.Gitcoin forum: GG24 Solutions Development Grants Retrospective — checked
  7. 7.Gitcoin: Impact page — checked
  8. 8.Grants Data Portal — checked
  9. 9.Gitcoin: GG20 community round governance retrospective — checked

Frequently asked questions

Why does Gitcoin score 6.7?

It gets 10 for named programs, impact report and abuse protection, 5 for disclosed volume and open data, and 0 for independence. That is 40 points over six criteria, or 6.7.

What changed in Gitcoin's marks at this check?

Disclosed volume fell from 10 to 5, because GG24's domain figures are budgets and payouts are stated for only some rounds. Impact report rose from 5 to 10 for a retrospective that scores grantee results with a stated method. The overall is unchanged.

What holds Gitcoin back?

Independence. Gitcoin publishes no conflict-of-interest policy and no list of ties between round operators, allocators and grantees. Partial payout data and an open dataset that ends in May 2025 cost it further points.

What was measured for Gitcoin?

What Gitcoin publishes on gitcoin.co, its governance forum and the Grants Data Portal, read on November 6, 2026. The score does not judge its funding mechanisms, the GTC token or its treasury.

How does Gitcoin compare with Questbook and Karma?

Gitcoin's 6.7 is above Questbook's 6.3 and Karma's 5.0. It ties Castle Labs and Metrom and is listed after Castle Labs alphabetically.

Nothing here is financial advice. Editorial policy · How we score · How we're funded.